Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413979	CLM	Martha Maldonado	1965-02-23	UHC-91916-41	—	4490 Market St, Nashville, TN, 37266	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420789	CLM	Sara Santigao	1996-01-19	UHC-85534-15	2595948101	2345 Valley View Dr, Denver, CO, 80251	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407729	CLM	Luis X Oliver	1999-04-15	UHC-83023-09	6433737907	6924 Oak St, Tucson, AZ, 85772	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432578	CLM	Melissa Allen	1954-02-25	UHC-41301-70	8376521130	9662 Main St, Chandler, AZ, 85284	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424563	CLM	Bruce Burke	1979-08-05	—	3947690549	3592 Market St, Seattle, WA, 98120	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426094	CLM	Kayla Schmidt	1973-12-05	—	6105445206	7183 Sunset Blvd, Columbus, OH, 43276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432203	CLM	Helen Jacobs	1998-02-04	UHC-52233-84	7632433077	2811 Desert Sky Blvd, Las Vegas, NV, 89160	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412459	CLM	Amy Williamson	1988-06-15	—	5662235739	2430 Pine Dr, Orlando, FL, 32868	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401547	CLM	Michael Clrk	1966-05-02	UHC-15951-28	9724733887	3630 Maple Ave, Denver, CO, 80232	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413275	CLM	Joe Peters	1999-06-14	UHC-86752-62	2235846559	4227 Market St, Miami, FL, 33180	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409072	CLM	Nicole Q Jensen	1995-11-22	UHC-78290-10	5034682713	7398 Indian School Rd, Phoenix, AZ, 85066	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404897	CLM	Wayne Weaver	1954-08-08	UHC-84816-21	2849344569	8045 Main St, Austin, TX, 78710	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422775	CLM	Brenda Simmons	1969-10-10	—	9604581012	2504 Hillcrest Rd, San Diego, CA, 92181	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425614	CLM	Bryan V Edwards	1981-02-28	—	9899866288	4716 Park Pl, Tampa, FL, 33600	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405302	CLM	Roger V Jensen	1977-04-21	UHC-86142-77	9604369931	8290 Indian School Rd, Jacksonville, FL, 32293	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400520	CLM	Danielle Fuller	1963-03-07	—	2572606122	8088 Central Ave, Phoenix, AZ, 85057	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420223	CLM	Maria E Wells	1945-03-19	UHC-02332-78	—	7304 Mountain View Dr, Phoenix, AZ, 85099	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-423968	CLM	Jonathan Dominguez	1990-09-08	—	4502350403	2989 Lincoln Way, Scottsdale, AZ, 85253	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-408455	CLM	Mragaret Hunter	2005-01-01	UHC-03826-60	8467827683	2931 Oak St, Chandler, AZ, 85272	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415749	CLM	Brian Reed	1964-12-08	UHC-65423-74	7015018114	586 Ocean Ave, Dallas, TX, 75209	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431451	CLM	Jordan Brooks	1963-03-19	UHC-55414-72	—	9719 Church St, Plano, TX, 75053	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413349	CLM	Frances Carpenter	1989-07-13	UHC-94353-46	2789370578	1399 Mountain View Dr, Plano, TX, 75046	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420352	CLM	Wright Helen	1968-04-24	UHC-67550-86	6238775433	1666 Sunset Blvd, Phoenix, AZ, 85019	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409507	CLM	Adam Garrett	1986-12-01	UHC-27878-40	8079311482	1351 Ocean Ave, Seattle, WA, 98139	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429788	CLM	Nanyc Q Marshall	1961-03-10	UHC-91729-28	2635545355	9776 Main St, Phoenix, AZ, 85073	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429895	CLM	Ralph T Fowler	1998-08-16	UHC-37591-35	2582588730	3163 Oak St, Miami, FL, 33166	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420695	CLM	Karen Y Perez	1955-07-03	—	4983433474	2263 Palm Dr, Nashville, TN, 37250	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430209	CLM	Alan Gilbert	1965-01-14	UHC-63930-87	—	7071 Union St, Columbus, OH, 43298	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411301	CLM	Donald Anderson	1955-04-02	UHC-91846-26	—	6274 Highland Ave, Phoenix, AZ, 85029	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407707	CLM	Marcus Jones	1952-02-04	UHC-16298-63	—	9174 Indian School Rd, Tampa, FL, 33621	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422335	CLM	Lrry Marshall	1971-07-04	UHC-53367-57	—	1466 Grand Ave, Minneapolis, MN, 55410	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411763	CLM	Isabella Montgomery	2007-08-20	UHC-13566-87	4746184857	2219 Union St, Jacksonville, FL, 32263	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416527	CLM	Chuck Griffin	1970-05-26	UHC-14601-23	6163210233	9665 Maple Ave, Mesa, AZ, 85251	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-422831	CLM	Timothy U Carpenter	1970-04-07	—	4365542674	8987 Hillcrest Rd, Mesa, AZ, 85217	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412541	CLM	Debra Powell	1945-02-07	UHC-90874-75	—	4358 Forest Ave, Tampa, FL, 33622	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429720	CLM	Chuck Reid	1991-01-01	UHC-05817-62	8094845272	4894 Highland Ave, Tucson, AZ, 85761	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423360	CLM	Makr Riley	1951-04-23	UHC-38683-19	5008850807	4150 Ridge Rd, Nashville, TN, 37225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401297	CLM	Harold McCoy	1956-04-13	UHC-66918-98	9745926761	7067 Central Ave, Orlando, FL, 32827	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429183	CLM	Jennifer Williamson	1973-12-03	—	6977925414	1510 Forest Ave, Seattle, WA, 98147	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419863	CLM	Samuel Marquez	1995-12-04	UHC-23159-56	2459718161	927 Church St, Phoenix, AZ, 85093	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-424583	CLM	Dylan Burke	1977-10-22	UHC-49908-79	—	4906 Mountain View Dr, Las Vegas, NV, 89179	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417524	CLM	Jeremy Young	1981-06-24	—	9063797467	4942 Main St, Las Vegas, NV, 89132	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404147	CLM	Zachary Luna	1949-03-04	UHC-56365-90	4993825921	8165 Harbor Blvd, Glendale, AZ, 85350	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410699	CLM	Brandon Armstrong	1959-11-13	UHC-84467-90	—	2641 Apache Blvd, Denver, CO, 80281	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414879	CLM	Alvarado Jacqueline	1946-02-10	UHC-56970-49	—	9838 Lake View Rd, San Diego, CA, 92157	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-423187	CLM	Jennifer U Weaver	1966-01-21	UHC-23136-26	5179445337	—	0.74	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
CLM-421854	CLM	Eric Watson	2005-01-05	—	6615613429	6608 Elm St, Fresno, CA, 93767	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409213	CLM	Nick Patterson	1974-12-05	—	9733221182	9852 Washington St, Tempe, AZ, 85259	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405563	CLM	Shirley Burke	1999-05-25	UHC-99524-15	7857771577	4375 Washington St, San Diego, CA, 92123	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412037	CLM	Julie J Wilson	1990-10-20	UHC-76381-41	—	6638 Park Pl, Tempe, AZ, 85247	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more

18,771 rows, page 134 of 376Previous Next